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config_cifar10.json
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{
"experiment": {
"name":"cifar10_K20_C1_tuned",
"gpu": 0,
"runs": 1,
"filename": "results_clusters",
"flags": {
"overlap": true,
"finetuning": false,
"train_gate_only": false,
"train_local": true,
"ensembles": true,
"tensorboard": false
}
},
"data": {
"dataset": "cifar10",
"n_data": 500,
"n_data_test": 100,
"num_classes": 10,
"opt": 0,
"p": 0.2,
"train_frac": 0.5
},
"model": {
"model": "leaf"
},
"federated": {
"epochs": 100,
"clusters": 2,
"explore_strategy": "eps",
"num_clients": 20,
"lr": 0.0869440470648931,
"frac": 1.0,
"local_bs": 10,
"local_ep": 3,
"fldropout": 0.4163572204706245,
"flhiddenunits1": 512,
"flfilters1": 32,
"flfilters2": 64,
"fl_weight_decay": 0.0002557773556451872,
"eps": 0.23254219945701154
},
"finetuning": {
"ft_lr": 1e-4,
"ft_weight_decay": 1e-4
},
"local": {
"loc_epochs": 200,
"local_lr": 0.0011240040859781546,
"local_weight_decay": 0.013612994981628875,
"localdropout": 0.5069636746579309,
"localhiddenunits1": 512,
"localfilters1": 64,
"localfilters2": 64
},
"moe": {
"moe_epochs": 200,
"moe_lr": 0.00029116681140279395,
"gatedropout": 0.702904178228859,
"gatehiddenunits1": 128,
"gatehiddenunits2": 128,
"gatefilters1": 32,
"gatefilters2": 16,
"gate_weight_decay": 0.0004935538567704446
}
}